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Podcasts
Hands-On Neural Networks. Learn how to build and train your first neural network model using Python
Leonardo De Marchi, Laura Mitchell
Neural networks play a very important role in deep learning and artificial intelligence (AI), with applications in a wide variety of domains, right from medical diagnosis, to financial forecasting, and even machine diagnostics.Hands-On Neural Networks is designed to guide you through learning about neural networks in a practical way. The book will get you started by giving you a brief introduction to perceptron networks. You will then gain insights into machine learning and also understand what the future of AI could look like. Next, you will study how embeddings can be used to process textual data and the role of long short-term memory networks (LSTMs) in helping you solve common natural language processing (NLP) problems. The later chapters will demonstrate how you can implement advanced concepts including transfer learning, generative adversarial networks (GANs), autoencoders, and reinforcement learning. Finally, you can look forward to further content on the latest advancements in the field of neural networks.By the end of this book, you will have the skills you need to build, train, and optimize your own neural network model that can be used to provide predictable solutions.
WebRTC delivers web-based real-time communication and is set to revolutionize our view of what the Web really is. Streaming audio and video from browser to browser, as well as opening raw access to the camera and microphone, is already creating a whole new dynamic web. WebRTC also introduces real-time data channels that will allow interaction with dynamic data feeds from sensors and other devices. This really is a great time to be a web developer!Getting Started with WebRTC provides all of the practical information you need to quickly understand what WebRTC is, how it works, and how you can add it to your own web applications. It includes clear working examples designed to help you get started building your own WebRTC-enabled applications right away.Getting Started with WebRTC will guide you through the process of creating your own WebRTC application that can be applied in a number of different real-world situations, using well documented and clearly explained code examples.You will learn how to quickly and easily create a practical peer-to-peer video chat application, an audio only call option, and how a Web-Socket-based signaling server can also be used to enable real-time text-based chat. You will also be shown how this same server and application structure can easily be extended to include simple drag-and-drop file sharing with transfer updates and thumbnail previews.
So, your company has made the wise decision to use Dynamics NAV as its main business software for all its enterprise resource planning. Dive in and learn the ins and outs of the software from a development standpoint and unlock the software's full potential.The book will walk you through creating an application from start to finish. Once you know how to create a working application that users can access, you will have the knowledge and the resources needed to create other applications based on the tutorials covered in this guide.You will start by obtaining a free trial version of Dynamics NAV and then be introduced to the world of analyzing and deriving user problems into a requirements list. Finally, you will be shown how to use the software to knock out these requirements.You will learn everything you need in order to begin creating your own applications, from translating the user's requirements to creating and modifying your system applications. Use Dynamics NAV's capability to create an application and address the user's needs, while also learning best practices and simple solutions.Getting Started with Dynamics NAV 2013 Application Development will help you on your way to becoming a great developer!
Without a comprehensive understanding of deployment scenarios and steps, it is really difficult to install and maintain Dynamics CRM 2011 within complex IT infrastructures. Done badly, it can cause serious future maintenance and optimization issues. Administration of CRM systems is equally complex and important; unless efficiently done, it can create fuss in the system and potentially bring down end user satisfaction. Configuration and customization of the system has to be done very carefully too so that it can meet the functional needs appropriately.“Microsoft Dynamics CRM 2011 Cookbook is a hands-on guide, providing clear, step-by-step instructions to deploy, maintain, optimize, and administer Dynamics CRM 2011 along with advanced configuration and customization processes, to give us a strong advantage in creating successful CRM applications.This book introduces Dynamics CRM 2011 by describing the important aspects of the system. It will take you through a number of clear and practical recipes from successful deployment, hassle-free maintenance, and effective administration to advanced level configuration and customization techniques.You will learn from a range of deployment and maintenance topics such as how to configure CRM to use claim-based authentication using AD FS, how to enable tracing in CRM servers, how to recover from server failures, and how to optimize server performance. This book will also discuss how to schedule Data Duplication detection jobs, enable auditing, export and import managed/unmanaged solutions, create 1:N, N:1, or N:N relationships between entities, configuring role based forms, adding a new button in the ribbon, SharePoint integration with CRM, and configuring a dialog or workflow.You will learn everything you need to know, from deployment, administration, and maintenance to configuration, integration, and customization for your Dynamics CRM 2011 application.
UNMESH GUNDECHA, Carl Cocchiaro
Selenium WebDriver 3.x is an open source API for testing both browser and mobile applications. With the help of this book, you can build a solid foundation and learn to easily perform end-to-end testing on web and mobile browsers. You'll begin by focusing on the Selenium Page Object Model for software development. You'll architect your own framework with a scalable driver class, Java utility classes, and support for third-party tools and plugins. Next, you'll design and build a Selenium Grid from scratch to enable the framework to scale and support different browsers, mobile devices, and platforms. You'll also strategize and handle a rich web UI using the advanced WebDriver API, and learn techniques to tackle real-time challenges in WebDriver. Later chapters will guide you through performing different types of testing, such as cross-browser testing, load testing, and mobile testing. Finally, you will be introduced to data-driven testing, using TestNG to create your own automation framework. By the end of this Learning Path, you'll be able to design your own automation testing framework and perform data-driven testing with Selenium WebDriver.This Learning Path includes content from the following Packt books: • Selenium WebDriver 3 Practical Guide - Second Edition by Unmesh Gundecha• Selenium Framework Design in Data-Driven Testing by Carl Cocchiaro
Christiaan Brinkhoff, Per Larsen, Ken Pan, Scott Manchester
Microsoft Modern Workplace solutions can simplify the management layer of your environment remarkably if you take the time to understand and implement them. With this book, you’ll learn everything you need to know to make the shift to Modern Workplace, running Windows 10, Windows 11, or Windows 365.Mastering Microsoft Endpoint Manager explains various concepts in detail to give you the clarity to plan how to use Microsoft Endpoint Manager (MEM) and eliminate potential migration challenges beforehand. You'll get to grips with using new services such as Windows 365 Cloud PC, Windows Autopilot, profile management, monitoring and analytics, and Universal Print. The book will take you through the latest features and new Microsoft cloud services to help you to get to grips with the fundamentals of MEM and understand which services you can manage. Whether you are talking about physical or cloud endpoints—it’s all covered.By the end of the book, you'll be able to set up MEM and use it to run Windows 10, Windows 11, and Windows 365 efficiently.